Use plot.box to turn a Series or DataFrame’s numeric distribution into a compact box plot. It makes the five-number summary visible: minimum, first quartile, median, third quartile, and maximum. section 11.4
A single Series
Start with s = Series([10, 15, 17, 20, 25]) and call s.plot.box(). The box marks the 25th percentile, median, and 75th percentile; whiskers extend to the minimum and maximum. With values such as -20 and 40 added, circles identify outliers beyond 1.5 times the interquartile range. section 11.4
